Package: crumblr Type: Package Title: Count ratio uncertainty modeling base linear regression Version: 1.5.3 Date: 2026-07-11 Authors@R: person("Gabriel", "Hoffman", role=c("aut", "cre"), email="gabriel.hoffman@mssm.edu", comment=c(ORCID="0000-0002-0957-0224")) Description: Crumblr enables analysis of count ratio data using precision weighted linear (mixed) models. It uses an asymptotic normal approximation of the variance following the centered log ration transform (CLR) that is widely used in compositional data analysis. Crumblr provides a fast, flexible alternative to GLMs and GLMM's while retaining high power and controlling the false positive rate. VignetteBuilder: knitr License: Artistic-2.0 Encoding: UTF-8 URL: https://DiseaseNeurogenomics.github.io/crumblr BugReports: https://github.com/DiseaseNeurogenomics/crumblr/issues Suggests: BiocStyle, RUnit, knitr, rmarkdown, dreamlet, muscat, ExperimentHub, scater, reshape2, glue, tidyverse, BiocGenerics, compositions biocViews: RNASeq, GeneExpression, DifferentialExpression, BatchEffect, QualityControl, SingleCell, Regression, Epigenetics, FunctionalGenomics, Transcriptomics, Normalization, Clustering, DimensionReduction, Preprocessing, Software Depends: R (>= 4.4.0), ggplot2, methods Imports: Rdpack, viridis, tidytree, variancePartition (>= 1.36.3), SingleCellExperiment, ggtree, dplyr, stats, MASS, Rfast, dirmult RdMacros: Rdpack LazyData: false NeedsCompilation: no Config/roxygen2/version: 8.0.0 Config/pak/sysreqs: libcairo2-dev cmake libfontconfig1-dev libfreetype6-dev make libicu-dev libpng-dev libuv1-dev zlib1g-dev Repository: https://bioc.r-universe.dev Date/Publication: 2026-07-12 01:43:58 UTC RemoteUrl: https://github.com/bioc/crumblr RemoteRef: HEAD RemoteSha: f891b20ef4776f1d7f27628f3e14c0361e3d2548 Packaged: 2026-07-12 05:09:59 UTC; root Author: Gabriel Hoffman [aut, cre] (ORCID: ) Maintainer: Gabriel Hoffman